YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	18
Number of observations	26759
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.7 MiB
Average record size in memory	144.0 B

Variable types

Numeric	9
Text	6
Categorical	3

Alerts

`driverId` is highly overall correlated with `raceId` and 1 other fields	High correlation
`laps` is highly overall correlated with `positionOrder`	High correlation
`points` is highly overall correlated with `positionOrder` and 1 other fields	High correlation
`position` is highly overall correlated with `positionOrder` and 1 other fields	High correlation
`positionOrder` is highly overall correlated with `laps` and 4 other fields	High correlation
`positionText` is highly overall correlated with `position` and 1 other fields	High correlation
`raceId` is highly overall correlated with `driverId` and 1 other fields	High correlation
`resultId` is highly overall correlated with `driverId` and 1 other fields	High correlation
`statusId` is highly overall correlated with `points` and 1 other fields	High correlation
`rank` is highly imbalanced (50.3%)	Imbalance
`resultId` is uniformly distributed	Uniform
`resultId` has unique values	Unique
`grid` has 1638 (6.1%) zeros	Zeros
`points` has 18589 (69.5%) zeros	Zeros
`laps` has 2532 (9.5%) zeros	Zeros

Reproduction

Analysis started	2025-05-20 00:16:09.893813
Analysis finished	2025-05-20 00:16:35.017620
Duration	25.12 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

resultId
Real number (ℝ)

High correlation Uniform Unique

Distinct	26759
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13380.977

Minimum	1
Maximum	26764
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1338.9
Q1	6690.5
median	13380
Q3	20069.5
95-th percentile	25426.1
Maximum	26764
Range	26763
Interquartile range (IQR)	13379

Descriptive statistics

Standard deviation	7726.1346
Coefficient of variation (CV)	0.57739688
Kurtosis	-1.199847
Mean	13380.977
Median Absolute Deviation (MAD)	6690
Skewness	0.0003467618
Sum	3.5806157 × 10⁸
Variance	59693157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
17875	1	< 0.1%
17847	1	< 0.1%
17846	1	< 0.1%
17845	1	< 0.1%
17844	1	< 0.1%
17843	1	< 0.1%
17842	1	< 0.1%
17841	1	< 0.1%
17840	1	< 0.1%
Other values (26749)	26749	> 99.9%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
26764	1	< 0.1%
26763	1	< 0.1%
26762	1	< 0.1%
26761	1	< 0.1%
26760	1	< 0.1%
26759	1	< 0.1%
26758	1	< 0.1%
26757	1	< 0.1%
26756	1	< 0.1%
26755	1	< 0.1%

raceId
Real number (ℝ)

High correlation

Distinct	1125
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	551.68728

Minimum	1
Maximum	1144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	1
5-th percentile	64
Q1	300
median	531
Q3	811
95-th percentile	1075
Maximum	1144
Range	1143
Interquartile range (IQR)	511

Descriptive statistics

Standard deviation	313.26504
Coefficient of variation (CV)	0.56783081
Kurtosis	-1.0593698
Mean	551.68728
Median Absolute Deviation (MAD)	254
Skewness	0.12212825
Sum	14762600
Variance	98134.983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
800	55	0.2%
809	47	0.2%
360	39	0.1%
359	39	0.1%
368	39	0.1%
367	39	0.1%
366	39	0.1%
365	39	0.1%
363	39	0.1%
362	39	0.1%
Other values (1115)	26345	98.5%

Value	Count	Frequency (%)
1	20	0.1%
2	20	0.1%
3	20	0.1%
4	20	0.1%
5	20	0.1%
6	20	0.1%
7	20	0.1%
8	20	0.1%
9	20	0.1%
10	20	0.1%

Value	Count	Frequency (%)
1144	20	0.1%
1143	20	0.1%
1142	20	0.1%
1141	20	0.1%
1140	20	0.1%
1139	20	0.1%
1138	20	0.1%
1137	20	0.1%
1136	20	0.1%
1135	20	0.1%

driverId
Real number (ℝ)

High correlation

Distinct	861
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	278.67353

Minimum	1
Maximum	862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	57
median	172
Q3	399.5
95-th percentile	840
Maximum	862
Range	861
Interquartile range (IQR)	342.5

Descriptive statistics

Standard deviation	282.70304
Coefficient of variation (CV)	1.0144596
Kurtosis	-0.38996547
Mean	278.67353
Median Absolute Deviation (MAD)	142
Skewness	1.0208177
Sum	7457025
Variance	79921.009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	404	1.5%
1	356	1.3%
8	352	1.3%
22	326	1.2%
18	309	1.2%
30	308	1.2%
20	300	1.1%
815	283	1.1%
13	271	1.0%
119	257	1.0%
Other values (851)	23593	88.2%

Value	Count	Frequency (%)
1	356	1.3%
2	184	0.7%
3	206	0.8%
4	404	1.5%
5	112	0.4%
6	36	0.1%
7	27	0.1%
8	352	1.3%
9	99	0.4%
10	95	0.4%

Value	Count	Frequency (%)
862	1	< 0.1%
861	9	< 0.1%
860	3	< 0.1%
859	11	< 0.1%
858	36	0.1%
857	46	0.2%
856	11	< 0.1%
855	68	0.3%
854	44	0.2%
853	22	0.1%

constructorId
Real number (ℝ)

Distinct	211
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.180537

Minimum	1
Maximum	215
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	25
Q3	63
95-th percentile	205
Maximum	215
Range	214
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	61.551498
Coefficient of variation (CV)	1.226601
Kurtosis	0.92464474
Mean	50.180537
Median Absolute Deviation (MAD)	20
Skewness	1.4804598
Sum	1342781
Variance	3788.5869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2439	9.1%
1	1923	7.2%
3	1676	6.3%
25	881	3.3%
32	871	3.3%
15	837	3.1%
9	788	2.9%
4	787	2.9%
18	672	2.5%
34	662	2.5%
Other values (201)	15223	56.9%

Value	Count	Frequency (%)
1	1923	7.2%
2	140	0.5%
3	1676	6.3%
4	787	2.9%
5	536	2.0%
6	2439	9.1%
7	280	1.0%
8	78	0.3%
9	788	2.9%
10	424	1.6%

Value	Count	Frequency (%)
215	48	0.2%
214	180	0.7%
213	166	0.6%
211	76	0.3%
210	380	1.4%
209	78	0.3%
208	154	0.6%
207	112	0.4%
206	109	0.4%
205	76	0.3%

number
Text

Distinct	130
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

Length

Max length	3
Median length	2
Mean length	1.6792855
Min length	1

Characters and Unicode

Total characters	44936
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	39 ?
Unique (%)	0.1%

Sample

1st row	22
2nd row	3
3rd row	7
4th row	5
5th row	23

Value	Count	Frequency (%)
4	1019	3.8%
16	1005	3.8%
11	1001	3.7%
3	994	3.7%
6	994	3.7%
8	993	3.7%
14	982	3.7%
10	976	3.6%
20	972	3.6%
2	959	3.6%
Other values (120)	16864	63.0%

Most occurring characters

Value	Count	Frequency (%)
1	11013	24.5%
2	9391	20.9%
3	4455	9.9%
4	3750	8.3%
6	3040	6.8%
5	2910	6.5%
7	2859	6.4%
8	2715	6.0%
0	2583	5.7%
9	2208	4.9%
Other values (2)	12	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44936	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	11013	24.5%
2	9391	20.9%
3	4455	9.9%
4	3750	8.3%
6	3040	6.8%
5	2910	6.5%
7	2859	6.4%
8	2715	6.0%
0	2583	5.7%
9	2208	4.9%
Other values (2)	12	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44936	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	11013	24.5%
2	9391	20.9%
3	4455	9.9%
4	3750	8.3%
6	3040	6.8%
5	2910	6.5%
7	2859	6.4%
8	2715	6.0%
0	2583	5.7%
9	2208	4.9%
Other values (2)	12	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44936	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	11013	24.5%
2	9391	20.9%
3	4455	9.9%
4	3750	8.3%
6	3040	6.8%
5	2910	6.5%
7	2859	6.4%
8	2715	6.0%
0	2583	5.7%
9	2208	4.9%
Other values (2)	12	< 0.1%

grid
Real number (ℝ)

Zeros

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.134796

Minimum	0
Maximum	34
Zeros	1638
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	11
Q3	17
95-th percentile	23
Maximum	34
Range	34
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.2028596
Coefficient of variation (CV)	0.64687847
Kurtosis	-0.92349181
Mean	11.134796
Median Absolute Deviation (MAD)	6
Skewness	0.19427022
Sum	297956
Variance	51.881187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	1638	6.1%
1	1136	4.2%
7	1135	4.2%
4	1132	4.2%
11	1132	4.2%
9	1132	4.2%
5	1132	4.2%
3	1130	4.2%
10	1130	4.2%
8	1129	4.2%
Other values (25)	14933	55.8%

Value	Count	Frequency (%)
0	1638	6.1%
1	1136	4.2%
2	1125	4.2%
3	1130	4.2%
4	1132	4.2%
5	1132	4.2%
6	1125	4.2%
7	1135	4.2%
8	1129	4.2%
9	1132	4.2%

Value	Count	Frequency (%)
34	1	< 0.1%
33	13	< 0.1%
32	17	0.1%
31	18	0.1%
30	19	0.1%
29	25	0.1%
28	30	0.1%
27	46	0.2%
26	248	0.9%
25	301	1.1%

position
Categorical

High correlation

Distinct	34
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

\N	10953
3	1135
4	1135
2	1133
5	1131
Other values (29)	11272

Length

Max length	2
Median length	2
Mean length	1.6261445
Min length	1

Characters and Unicode

Total characters	43514
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	1
2nd row	2
3rd row	3
4th row	4
5th row	5

Common Values

Value	Count	Frequency (%)
\N	10953	40.9%
3	1135	4.2%
4	1135	4.2%
2	1133	4.2%
5	1131	4.2%
1	1128	4.2%
6	1124	4.2%
7	1104	4.1%
8	1076	4.0%
9	1038	3.9%
Other values (24)	5802	21.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
n	10953	40.9%
3	1135	4.2%
4	1135	4.2%
2	1133	4.2%
5	1131	4.2%
1	1128	4.2%
6	1124	4.2%
7	1104	4.1%
8	1076	4.0%
9	1038	3.9%
Other values (24)	5802	21.7%

Most occurring characters

Value	Count	Frequency (%)
\	10953	25.2%
N	10953	25.2%
1	7721	17.7%
2	2094	4.8%
3	1861	4.3%
4	1743	4.0%
5	1660	3.8%
6	1557	3.6%
7	1441	3.3%
8	1300	3.0%
Other values (2)	2231	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43514	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	10953	25.2%
N	10953	25.2%
1	7721	17.7%
2	2094	4.8%
3	1861	4.3%
4	1743	4.0%
5	1660	3.8%
6	1557	3.6%
7	1441	3.3%
8	1300	3.0%
Other values (2)	2231	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43514	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	10953	25.2%
N	10953	25.2%
1	7721	17.7%
2	2094	4.8%
3	1861	4.3%
4	1743	4.0%
5	1660	3.8%
6	1557	3.6%
7	1441	3.3%
8	1300	3.0%
Other values (2)	2231	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43514	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	10953	25.2%
N	10953	25.2%
1	7721	17.7%
2	2094	4.8%
3	1861	4.3%
4	1743	4.0%
5	1660	3.8%
6	1557	3.6%
7	1441	3.3%
8	1300	3.0%
Other values (2)	2231	5.1%

positionText
Categorical

High correlation

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

R	8897
F	1368
3	1135
4	1135
2	1133
Other values (34)	13091

Length

Max length	2
Median length	1
Mean length	1.216899
Min length	1

Characters and Unicode

Total characters	32563
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	1
2nd row	2
3rd row	3
4th row	4
5th row	5

Common Values

Value	Count	Frequency (%)
R	8897	33.2%
F	1368	5.1%
3	1135	4.2%
4	1135	4.2%
2	1133	4.2%
5	1131	4.2%
1	1128	4.2%
6	1124	4.2%
7	1104	4.1%
8	1076	4.0%
Other values (29)	7528	28.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
r	8897	33.2%
f	1368	5.1%
3	1135	4.2%
4	1135	4.2%
2	1133	4.2%
5	1131	4.2%
1	1128	4.2%
6	1124	4.2%
7	1104	4.1%
8	1076	4.0%
Other values (29)	7528	28.1%

Most occurring characters

Value	Count	Frequency (%)
R	8897	27.3%
1	7724	23.7%
2	2094	6.4%
3	1861	5.7%
4	1744	5.4%
5	1660	5.1%
6	1557	4.8%
7	1441	4.4%
F	1368	4.2%
8	1300	4.0%
Other values (6)	2917	9.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32563	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	8897	27.3%
1	7724	23.7%
2	2094	6.4%
3	1861	5.7%
4	1744	5.4%
5	1660	5.1%
6	1557	4.8%
7	1441	4.4%
F	1368	4.2%
8	1300	4.0%
Other values (6)	2917	9.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32563	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	8897	27.3%
1	7724	23.7%
2	2094	6.4%
3	1861	5.7%
4	1744	5.4%
5	1660	5.1%
6	1557	4.8%
7	1441	4.4%
F	1368	4.2%
8	1300	4.0%
Other values (6)	2917	9.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32563	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	8897	27.3%
1	7724	23.7%
2	2094	6.4%
3	1861	5.7%
4	1744	5.4%
5	1660	5.1%
6	1557	4.8%
7	1441	4.4%
F	1368	4.2%
8	1300	4.0%
Other values (6)	2917	9.0%

positionOrder
Real number (ℝ)

High correlation

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.794051

Minimum	1
Maximum	39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	12
Q3	18
95-th percentile	26
Maximum	39
Range	38
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.6659506
Coefficient of variation (CV)	0.59918089
Kurtosis	-0.47435927
Mean	12.794051
Median Absolute Deviation (MAD)	6
Skewness	0.39938197
Sum	342356
Variance	58.766799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
3	1135	4.2%
4	1135	4.2%
2	1134	4.2%
11	1133	4.2%
5	1132	4.2%
6	1132	4.2%
7	1132	4.2%
8	1132	4.2%
9	1131	4.2%
10	1130	4.2%
Other values (29)	15433	57.7%

Value	Count	Frequency (%)
1	1128	4.2%
2	1134	4.2%
3	1135	4.2%
4	1135	4.2%
5	1132	4.2%
6	1132	4.2%
7	1132	4.2%
8	1132	4.2%
9	1131	4.2%
10	1130	4.2%

Value	Count	Frequency (%)
39	13	< 0.1%
38	17	0.1%
37	17	0.1%
36	18	0.1%
35	29	0.1%
34	46	0.2%
33	65	0.2%
32	79	0.3%
31	117	0.4%
30	156	0.6%

points
Real number (ℝ)

High correlation Zeros

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9876322

Minimum	0
Maximum	50
Zeros	18589
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	10
Maximum	50
Range	50
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.3512089
Coefficient of variation (CV)	2.1891419
Kurtosis	10.733137
Mean	1.9876322
Median Absolute Deviation (MAD)	0
Skewness	3.0441067
Sum	53187.05
Variance	18.933019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	18589	69.5%
2	1127	4.2%
4	1111	4.2%
6	1090	4.1%
1	1066	4.0%
3	823	3.1%
10	613	2.3%
8	474	1.8%
9	444	1.7%
12	293	1.1%
Other values (29)	1129	4.2%

Value	Count	Frequency (%)
0	18589	69.5%
0.5	6	< 0.1%
1	1066	4.0%
1.33	3	< 0.1%
1.5	17	0.1%
2	1127	4.2%
2.5	1	< 0.1%
3	823	3.1%
3.14	1	< 0.1%
3.5	1	< 0.1%

Value	Count	Frequency (%)
50	1	< 0.1%
36	1	< 0.1%
30	1	< 0.1%
26	37	0.1%
25	266	1.0%
24	1	< 0.1%
20	1	< 0.1%
19	23	0.1%
18	280	1.0%
16	13	< 0.1%

laps
Real number (ℝ)

High correlation Zeros

Distinct	172
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.301768

Minimum	0
Maximum	200
Zeros	2532
Zeros (%)	9.5%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	53
Q3	66
95-th percentile	79
Maximum	200
Range	200
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	29.496557
Coefficient of variation (CV)	0.63705034
Kurtosis	3.6908804
Mean	46.301768
Median Absolute Deviation (MAD)	17
Skewness	0.69643443
Sum	1238989
Variance	870.04687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2532	9.5%
70	1000	3.7%
53	937	3.5%
52	821	3.1%
56	809	3.0%
57	715	2.7%
69	688	2.6%
71	658	2.5%
55	589	2.2%
58	567	2.1%
Other values (162)	17443	65.2%

Value	Count	Frequency (%)
0	2532	9.5%
1	308	1.2%
2	228	0.9%
3	199	0.7%
4	183	0.7%
5	197	0.7%
6	183	0.7%
7	167	0.6%
8	188	0.7%
9	178	0.7%

Value	Count	Frequency (%)
200	123	0.5%
199	4	< 0.1%
197	5	< 0.1%
196	15	0.1%
195	4	< 0.1%
194	4	< 0.1%
193	7	< 0.1%
192	1	< 0.1%
191	8	< 0.1%
190	2	< 0.1%

time
Text

Distinct	7411
Distinct (%)	27.7%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

Length

Max length	11
Median length	2
Mean length	3.6445308
Min length	2

Characters and Unicode

Total characters	97524
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7167 ?
Unique (%)	26.8%

Sample

1st row	1:34:50.616
2nd row	+5.478
3rd row	+8.163
4th row	+17.181
5th row	+18.014

Value	Count	Frequency (%)
n	19079	71.3%
8:22.19	5	< 0.1%
46.2	4	< 0.1%
5.7	4	< 0.1%
0.7	4	< 0.1%
1:29.6	4	< 0.1%
1.1	3	< 0.1%
11.061	3	< 0.1%
14.1	3	< 0.1%
20.2	3	< 0.1%
Other values (7401)	7647	28.6%

Most occurring characters

Value	Count	Frequency (%)
\	19079	19.6%
N	19079	19.6%
.	7679	7.9%
1	7447	7.6%
+	6552	6.7%
2	4763	4.9%
3	4583	4.7%
:	4446	4.6%
4	4210	4.3%
5	4006	4.1%
Other values (5)	15680	16.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	97524	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	19079	19.6%
N	19079	19.6%
.	7679	7.9%
1	7447	7.6%
+	6552	6.7%
2	4763	4.9%
3	4583	4.7%
:	4446	4.6%
4	4210	4.3%
5	4006	4.1%
Other values (5)	15680	16.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	97524	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	19079	19.6%
N	19079	19.6%
.	7679	7.9%
1	7447	7.6%
+	6552	6.7%
2	4763	4.9%
3	4583	4.7%
:	4446	4.6%
4	4210	4.3%
5	4006	4.1%
Other values (5)	15680	16.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	97524	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	19079	19.6%
N	19079	19.6%
.	7679	7.9%
1	7447	7.6%
+	6552	6.7%
2	4763	4.9%
3	4583	4.7%
:	4446	4.6%
4	4210	4.3%
5	4006	4.1%
Other values (5)	15680	16.1%

milliseconds
Text

Distinct	7639
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

Length

Max length	8
Median length	2
Mean length	3.4447476
Min length	2

Characters and Unicode

Total characters	92178
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7600 ?
Unique (%)	28.4%

Sample

1st row	5690616
2nd row	5696094
3rd row	5698779
4th row	5707797
5th row	5708630

Value	Count	Frequency (%)
n	19079	71.3%
14259460	5	< 0.1%
10928200	3	< 0.1%
11197800	2	< 0.1%
5152531	2	< 0.1%
4988777	2	< 0.1%
8627000	2	< 0.1%
14203090	2	< 0.1%
14356700	2	< 0.1%
5486983	2	< 0.1%
Other values (7629)	7658	28.6%

Most occurring characters

Value	Count	Frequency (%)
\	19079	20.7%
N	19079	20.7%
5	8471	9.2%
0	6883	7.5%
6	6051	6.6%
4	5063	5.5%
7	4891	5.3%
1	4654	5.0%
2	4583	5.0%
8	4562	4.9%
Other values (2)	8862	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	92178	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	19079	20.7%
N	19079	20.7%
5	8471	9.2%
0	6883	7.5%
6	6051	6.6%
4	5063	5.5%
7	4891	5.3%
1	4654	5.0%
2	4583	5.0%
8	4562	4.9%
Other values (2)	8862	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	92178	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	19079	20.7%
N	19079	20.7%
5	8471	9.2%
0	6883	7.5%
6	6051	6.6%
4	5063	5.5%
7	4891	5.3%
1	4654	5.0%
2	4583	5.0%
8	4562	4.9%
Other values (2)	8862	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	92178	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	19079	20.7%
N	19079	20.7%
5	8471	9.2%
0	6883	7.5%
6	6051	6.6%
4	5063	5.5%
7	4891	5.3%
1	4654	5.0%
2	4583	5.0%
8	4562	4.9%
Other values (2)	8862	9.6%

fastestLap
Text

Distinct	81
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

Length

Max length	2
Median length	2
Mean length	1.9855749
Min length	1

Characters and Unicode

Total characters	53132
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	39
2nd row	41
3rd row	41
4th row	58
5th row	43

Value	Count	Frequency (%)
n	18507	69.2%
50	309	1.2%
52	289	1.1%
53	287	1.1%
51	275	1.0%
48	230	0.9%
44	224	0.8%
55	220	0.8%
49	219	0.8%
54	217	0.8%
Other values (71)	5982	22.4%

Most occurring characters

Value	Count	Frequency (%)
\	18507	34.8%
N	18507	34.8%
5	2988	5.6%
4	2917	5.5%
3	2035	3.8%
6	1748	3.3%
2	1580	3.0%
1	1436	2.7%
7	1016	1.9%
0	818	1.5%
Other values (2)	1580	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	53132	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	18507	34.8%
N	18507	34.8%
5	2988	5.6%
4	2917	5.5%
3	2035	3.8%
6	1748	3.3%
2	1580	3.0%
1	1436	2.7%
7	1016	1.9%
0	818	1.5%
Other values (2)	1580	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	53132	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	18507	34.8%
N	18507	34.8%
5	2988	5.6%
4	2917	5.5%
3	2035	3.8%
6	1748	3.3%
2	1580	3.0%
1	1436	2.7%
7	1016	1.9%
0	818	1.5%
Other values (2)	1580	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	53132	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	18507	34.8%
N	18507	34.8%
5	2988	5.6%
4	2917	5.5%
3	2035	3.8%
6	1748	3.3%
2	1580	3.0%
1	1436	2.7%
7	1016	1.9%
0	818	1.5%
Other values (2)	1580	3.0%

rank
Categorical

Imbalance

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

\N	18249
2	410
6	410
5	410
1	410
Other values (21)	6870

Length

Max length	2
Median length	2
Mean length	1.852573
Min length	1

Characters and Unicode

Total characters	49573
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	5
4th row	7
5th row	1

Common Values

Value	Count	Frequency (%)
\N	18249	68.2%
2	410	1.5%
6	410	1.5%
5	410	1.5%
1	410	1.5%
3	410	1.5%
4	410	1.5%
10	409	1.5%
11	409	1.5%
7	409	1.5%
Other values (16)	4823	18.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
n	18249	68.2%
2	410	1.5%
6	410	1.5%
5	410	1.5%
1	410	1.5%
3	410	1.5%
4	410	1.5%
10	409	1.5%
11	409	1.5%
7	409	1.5%
Other values (16)	4823	18.0%

Most occurring characters

Value	Count	Frequency (%)
\	18249	36.8%
N	18249	36.8%
1	4934	10.0%
2	1481	3.0%
0	955	1.9%
3	861	1.7%
4	846	1.7%
5	817	1.6%
6	816	1.6%
7	809	1.6%
Other values (2)	1556	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49573	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	18249	36.8%
N	18249	36.8%
1	4934	10.0%
2	1481	3.0%
0	955	1.9%
3	861	1.7%
4	846	1.7%
5	817	1.6%
6	816	1.6%
7	809	1.6%
Other values (2)	1556	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49573	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	18249	36.8%
N	18249	36.8%
1	4934	10.0%
2	1481	3.0%
0	955	1.9%
3	861	1.7%
4	846	1.7%
5	817	1.6%
6	816	1.6%
7	809	1.6%
Other values (2)	1556	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49573	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	18249	36.8%
N	18249	36.8%
1	4934	10.0%
2	1481	3.0%
0	955	1.9%
3	861	1.7%
4	846	1.7%
5	817	1.6%
6	816	1.6%
7	809	1.6%
Other values (2)	1556	3.1%

fastestLapTime
Text

Distinct	7474
Distinct (%)	27.9%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

Length

Max length	8
Median length	2
Mean length	3.8502934
Min length	2

Characters and Unicode

Total characters	103030
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6759 ?
Unique (%)	25.3%

Sample

1st row	1:27.452
2nd row	1:27.739
3rd row	1:28.090
4th row	1:28.603
5th row	1:27.418

Value	Count	Frequency (%)
n	18507	69.2%
1:43.026	4	< 0.1%
1:14.117	4	< 0.1%
1:17.495	4	< 0.1%
1:18.262	4	< 0.1%
1:18.904	4	< 0.1%
1:16.066	3	< 0.1%
1:35.458	3	< 0.1%
1:37.108	3	< 0.1%
1:38.160	3	< 0.1%
Other values (7464)	8220	30.7%

Most occurring characters

Value	Count	Frequency (%)
\	18507	18.0%
N	18507	18.0%
1	13080	12.7%
:	8252	8.0%
.	8252	8.0%
2	5518	5.4%
3	5450	5.3%
4	4681	4.5%
5	3759	3.6%
0	3523	3.4%
Other values (4)	13501	13.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	103030	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	18507	18.0%
N	18507	18.0%
1	13080	12.7%
:	8252	8.0%
.	8252	8.0%
2	5518	5.4%
3	5450	5.3%
4	4681	4.5%
5	3759	3.6%
0	3523	3.4%
Other values (4)	13501	13.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	103030	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	18507	18.0%
N	18507	18.0%
1	13080	12.7%
:	8252	8.0%
.	8252	8.0%
2	5518	5.4%
3	5450	5.3%
4	4681	4.5%
5	3759	3.6%
0	3523	3.4%
Other values (4)	13501	13.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	103030	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	18507	18.0%
N	18507	18.0%
1	13080	12.7%
:	8252	8.0%
.	8252	8.0%
2	5518	5.4%
3	5450	5.3%
4	4681	4.5%
5	3759	3.6%
0	3523	3.4%
Other values (4)	13501	13.1%

fastestLapSpeed
Text

Distinct	7725
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Memory size	209.2 KiB

Length

Max length	7
Median length	2
Mean length	3.5418364
Min length	2

Characters and Unicode

Total characters	94776
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7225 ?
Unique (%)	27.0%

Sample

1st row	218.300
2nd row	217.586
3rd row	216.719
4th row	215.464
5th row	218.385

Value	Count	Frequency (%)
n	18507	69.2%
207.069	4	< 0.1%
194.610	3	< 0.1%
222.592	3	< 0.1%
201.527	3	< 0.1%
217.668	3	< 0.1%
200.363	3	< 0.1%
210.022	3	< 0.1%
201.478	3	< 0.1%
229.633	3	< 0.1%
Other values (7715)	8224	30.7%

Most occurring characters

Value	Count	Frequency (%)
\	18507	19.5%
N	18507	19.5%
2	9324	9.8%
.	8252	8.7%
1	7848	8.3%
0	5231	5.5%
9	4751	5.0%
3	3987	4.2%
8	3962	4.2%
5	3737	3.9%
Other values (3)	10670	11.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	94776	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
\	18507	19.5%
N	18507	19.5%
2	9324	9.8%
.	8252	8.7%
1	7848	8.3%
0	5231	5.5%
9	4751	5.0%
3	3987	4.2%
8	3962	4.2%
5	3737	3.9%
Other values (3)	10670	11.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	94776	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
\	18507	19.5%
N	18507	19.5%
2	9324	9.8%
.	8252	8.7%
1	7848	8.3%
0	5231	5.5%
9	4751	5.0%
3	3987	4.2%
8	3962	4.2%
5	3737	3.9%
Other values (3)	10670	11.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	94776	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
\	18507	19.5%
N	18507	19.5%
2	9324	9.8%
.	8252	8.7%
1	7848	8.3%
0	5231	5.5%
9	4751	5.0%
3	3987	4.2%
8	3962	4.2%
5	3737	3.9%
Other values (3)	10670	11.3%

statusId
Real number (ℝ)

High correlation

Distinct	137
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.224971

Minimum	1
Maximum	141
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	10
Q3	14
95-th percentile	81
Maximum	141
Range	140
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	26.026104
Coefficient of variation (CV)	1.510952
Kurtosis	4.1957953
Mean	17.224971
Median Absolute Deviation (MAD)	9
Skewness	2.2384412
Sum	460923
Variance	677.35809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7674	28.7%
11	4037	15.1%
5	2026	7.6%
12	1613	6.0%
3	1062	4.0%
81	1025	3.8%
4	854	3.2%
6	810	3.0%
20	795	3.0%
13	731	2.7%
Other values (127)	6132	22.9%

Value	Count	Frequency (%)
1	7674	28.7%
2	147	0.5%
3	1062	4.0%
4	854	3.2%
5	2026	7.6%
6	810	3.0%
7	321	1.2%
8	214	0.8%
9	139	0.5%
10	316	1.2%

Value	Count	Frequency (%)
141	1	< 0.1%
140	4	< 0.1%
139	3	< 0.1%
138	1	< 0.1%
137	2	< 0.1%
136	1	< 0.1%
135	1	< 0.1%
132	5	< 0.1%
131	42	0.2%
130	60	0.2%

	constructorId	driverId	grid	laps	points	position	positionOrder	positionText	raceId	rank	resultId	statusId
constructorId	1.000	0.308	0.173	-0.105	-0.217	0.149	0.202	0.175	0.320	0.222	0.298	0.256
driverId	0.308	1.000	0.066	0.005	-0.069	0.132	0.063	0.154	0.706	0.258	0.669	0.092
grid	0.173	0.066	1.000	0.042	-0.403	0.230	0.223	0.285	-0.033	0.147	-0.028	0.175
laps	-0.105	0.005	0.042	1.000	0.419	0.270	-0.680	0.294	0.085	0.152	0.093	-0.292
points	-0.217	-0.069	-0.403	0.419	1.000	0.424	-0.784	0.424	0.144	0.270	0.161	-0.623
position	0.149	0.132	0.230	0.270	0.424	1.000	0.605	1.000	0.127	0.164	0.126	0.184
positionOrder	0.202	0.063	0.223	-0.680	-0.784	0.605	1.000	0.650	-0.065	0.210	-0.071	0.570
positionText	0.175	0.154	0.285	0.294	0.424	1.000	0.650	1.000	0.149	0.166	0.149	0.403
raceId	0.320	0.706	-0.033	0.085	0.144	0.127	-0.065	0.149	1.000	0.303	0.969	-0.077
rank	0.222	0.258	0.147	0.152	0.270	0.164	0.210	0.166	0.303	1.000	0.293	0.118
resultId	0.298	0.669	-0.028	0.093	0.161	0.126	-0.071	0.149	0.969	0.293	1.000	-0.104
statusId	0.256	0.092	0.175	-0.292	-0.623	0.184	0.570	0.403	-0.077	0.118	-0.104	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	resultId	raceId	driverId	constructorId	number	grid	position	positionText	positionOrder	points	laps	time	milliseconds	fastestLap	rank	fastestLapTime	fastestLapSpeed	statusId
0	1	18	1	1	22	1	1	1	1	10.0	58	1:34:50.616	5690616	39	2	1:27.452	218.300	1
1	2	18	2	2	3	5	2	2	2	8.0	58	+5.478	5696094	41	3	1:27.739	217.586	1
2	3	18	3	3	7	7	3	3	3	6.0	58	+8.163	5698779	41	5	1:28.090	216.719	1
3	4	18	4	4	5	11	4	4	4	5.0	58	+17.181	5707797	58	7	1:28.603	215.464	1
4	5	18	5	1	23	3	5	5	5	4.0	58	+18.014	5708630	43	1	1:27.418	218.385	1
5	6	18	6	3	8	13	6	6	6	3.0	57	\N	\N	50	14	1:29.639	212.974	11
6	7	18	7	5	14	17	7	7	7	2.0	55	\N	\N	54	8	1:29.534	213.224	5
7	8	18	8	6	1	15	8	8	8	1.0	53	\N	\N	20	4	1:27.903	217.180	5
8	9	18	9	2	4	2	\N	R	9	0.0	47	\N	\N	15	9	1:28.753	215.100	4
9	10	18	10	7	12	18	\N	R	10	0.0	43	\N	\N	23	13	1:29.558	213.166	3

	resultId	raceId	driverId	constructorId	number	grid	position	positionText	positionOrder	laps	time	milliseconds	fastestLap	rank	fastestLapTime	fastestLapSpeed	statusId
26749	26755	1144	848	3	23	18	11	11	11	57	\N	\N	46	18	1:29.438	212.567	11
26750	26756	1144	852	215	22	11	12	12	12	57	\N	\N	41	15	1:29.200	213.134	11
26751	26757	1144	855	15	24	15	13	13	13	57	\N	\N	56	8	1:27.982	216.085	11
26752	26758	1144	840	117	18	13	14	14	14	57	\N	\N	42	11	1:28.604	214.568	11
26753	26759	1144	862	214	61	17	15	15	15	57	\N	\N	56	13	1:29.121	213.323	11
26754	26760	1144	825	210	20	14	16	16	16	57	\N	\N	57	1	1:25.637	222.002	11
26755	26761	1144	859	215	30	12	17	17	17	55	\N	\N	52	12	1:28.751	214.212	5
26756	26762	1144	822	15	77	9	\N	R	18	30	\N	\N	14	19	1:29.482	212.462	130
26757	26763	1144	861	3	43	20	\N	R	19	26	\N	\N	5	17	1:29.411	212.631	5
26758	26764	1144	815	9	11	10	\N	R	20	0	\N	\N	\N	0	\N	\N	4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories